Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "329"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 329 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 44 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 42 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 329, Node N12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459859 dish_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.686233 -1.760727 -1.154703 -1.200862 -0.483381 -1.109389 3.011445 -0.238477 0.5692 0.5871 0.4242 nan nan
2459858 dish_maintenance 100.00% 8.59% 0.00% 0.00% 100.00% 0.00% 3.401886 -1.597836 -0.473986 -2.309416 -1.024419 -0.114174 4.216997 0.431173 0.5703 0.5917 0.4360 0.000000 0.000000
2459857 dish_maintenance 0.00% 100.00% 100.00% 0.00% - - 3.478048 -0.417405 1.000421 1.330273 -1.111421 -0.803161 -1.143686 -1.103457 0.0298 0.0291 0.0008 nan nan
2459856 dish_maintenance 100.00% 4.57% 0.00% 0.00% 100.00% 0.00% 4.605141 -1.240099 -0.160496 9.122492 1.641251 1.937247 4.531357 0.723621 0.5622 0.6063 0.4189 0.000000 0.000000
2459855 dish_maintenance 100.00% 10.73% 0.00% 0.00% 100.00% 0.00% 5.805289 -1.646116 -0.330932 10.048705 -0.026653 0.051431 2.703458 0.055121 0.5096 0.6170 0.4602 0.000000 0.000000
2459854 dish_maintenance 100.00% 8.95% 0.00% 0.00% 100.00% 0.00% 7.216744 -1.954676 -0.409341 8.598372 1.557411 1.319145 2.670471 0.672711 0.5147 0.6469 0.4622 0.000000 0.000000
2459853 dish_maintenance 100.00% 10.68% 0.56% 0.00% 100.00% 0.00% 5.230109 -1.305967 -0.397429 11.259654 2.314974 2.305145 5.181575 0.514983 0.5766 0.5974 0.4443 0.000000 0.000000
2459852 dish_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.065415 1.119414 -0.177672 11.263112 4.127869 4.873965 2.631232 7.170302 0.6542 0.7361 0.3196 0.000000 0.000000
2459851 dish_maintenance 100.00% 6.98% 0.00% 0.00% 100.00% 0.00% 3.521872 3.074482 0.595359 12.314401 8.632711 12.515539 7.799323 13.115077 0.6029 0.6556 0.3658 0.000000 0.000000
2459850 dish_maintenance 100.00% 12.27% 0.00% 0.58% 100.00% 0.00% 4.755437 -0.103502 0.040687 10.728443 2.948699 5.147411 3.040695 5.460149 0.5809 0.6716 0.3747 0.000000 0.000000
2459849 dish_maintenance 100.00% 7.55% 0.00% 0.00% 100.00% 0.00% 5.307317 -1.212952 0.866974 22.403491 1.076733 0.954591 2.710362 -0.066691 0.5811 0.6664 0.3824 0.000000 0.000000
2459848 dish_maintenance 100.00% 10.93% 0.00% 0.00% 100.00% 0.00% 5.215834 -0.945835 1.732242 15.902588 3.941141 2.789660 1.582714 -0.497731 0.5458 0.6662 0.4084 0.000000 0.000000
2459847 dish_maintenance 100.00% 12.89% 0.00% 0.00% 100.00% 0.00% 6.532085 -1.126234 1.613122 14.699536 7.202294 3.910386 1.638720 -0.602987 0.5542 0.5890 0.4503 0.000000 0.000000
2459845 dish_maintenance 100.00% 5.53% 0.00% 0.00% 100.00% 0.00% 6.777603 -0.647454 1.781283 21.089161 2.372582 2.000960 4.319044 -0.252757 0.5617 0.6611 0.4297 0.000000 0.000000
2459844 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.977899 0.767338 55.208514 56.184359 -0.305193 0.303931 -0.561444 -0.494044 0.0299 0.0289 0.0013 nan nan
2459843 dish_maintenance 100.00% 6.11% 0.66% 0.00% 100.00% 0.00% 6.144188 -1.061524 0.763616 8.954448 26.813420 1.723581 3.104727 -0.726173 0.5916 0.6619 0.4393 0.000000 0.000000
2459842 dish_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.538329 -1.571269 -0.556080 -3.538472 -1.057208 -0.800307 0.422027 -0.381129 0.6652 0.5866 0.2647 0.000000 0.000000
2459841 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.142884 0.636392 35.896561 36.259895 79.473887 -1.275987 0.244141 0.297078 0.0293 0.0281 0.0011 nan nan
2459840 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 69.729985 81.119124 1.212446 2.091473 126.292904 126.346388 335.283051 297.307135 0.0424 0.0517 0.0119 nan nan
2459839 dish_maintenance 100.00% - - - - - 18.044147 21.234155 8.680826 9.010430 89.437147 82.086531 578.493022 605.614316 nan nan nan nan nan
2459838 dish_maintenance 100.00% 34.33% 2.45% 0.00% 100.00% 0.00% 8.730326 -1.401812 0.322741 9.976832 9.992210 6.097704 0.648442 -0.664278 0.4692 0.5337 0.3873 0.000000 0.000000
2459836 dish_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0379 0.0343 0.0016 nan nan
2459835 dish_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.619261 -0.065684 1.601227 -0.946605 -0.971907 0.719507 0.428223 2.301236 0.0380 0.0343 0.0016 nan nan
2459833 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 3.241251 0.770180 14.385211 16.290062 -0.280463 0.857737 0.007727 6.066386 0.0305 0.0294 0.0009 nan nan
2459832 dish_maintenance 100.00% 0.00% 86.02% 0.00% 100.00% 0.00% 13.136093 1.790951 1.190784 8.122777 1.763219 0.654915 1.912595 -1.304542 0.6439 0.3424 0.5332 0.000000 0.000000
2459831 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.075052 0.803524 69.392443 66.072483 0.868465 0.444598 -1.568922 -1.546035 0.0304 0.0293 0.0013 nan nan
2459830 dish_maintenance 100.00% 0.00% 88.71% 0.00% 100.00% 0.00% 11.390073 3.367018 1.470715 11.666741 13.792375 12.466961 6.892788 -1.576413 0.6517 0.3436 0.5317 0.000000 0.000000
2459829 dish_maintenance 100.00% 20.41% 17.72% 0.00% 100.00% 0.00% 12.015084 0.871071 0.198617 11.721894 11.887397 9.250214 8.450069 -1.094299 0.5400 0.4984 0.4072 0.000000 0.000000
2459828 dish_maintenance 100.00% 0.00% 96.77% 0.00% 100.00% 0.00% 5.328772 4.320213 -0.556755 9.065991 9.388607 11.504917 3.966788 -3.375385 0.6657 0.3457 0.5256 0.000000 0.000000
2459827 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.654673 0.897616 -0.153575 15.109379 56.204768 6.562718 6.551299 0.792854 0.0867 0.0868 0.0313 0.000000 0.000000
2459826 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.241725 4.014051 6.570808 12.444946 18.118785 13.980944 4.954816 -1.648675 0.0953 0.0722 0.0371 0.000000 0.000000
2459825 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.343006 4.244757 4.283973 9.110174 9.165721 7.556255 1.618245 -0.617443 0.0871 0.0695 0.0347 0.000000 0.000000
2459824 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.403583 -1.473544 0.520585 12.399350 5.177096 1.749725 1.368991 -0.518537 0.0811 0.0917 0.0353 0.000000 0.000000
2459823 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.229559 7.229390 5.593716 10.823108 7.252207 14.976074 10.743010 3.098321 0.0887 0.0770 0.0386 0.000000 0.000000
2459822 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.107736 5.856118 4.068322 11.833602 7.527418 11.189347 0.738870 -1.285942 0.0951 0.0696 0.0391 0.000000 0.000000
2459821 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.569404 7.515213 5.036788 11.909916 6.747299 9.657402 1.260001 -0.413150 0.0720 0.0581 0.0257 0.000000 0.000000
2459820 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.615516 2.350214 2.590402 13.631278 27.886472 24.632097 4.065736 -1.027015 0.0887 0.0831 0.0354 0.000000 0.000000
2459817 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.711649 7.101712 0.308489 9.677383 9.254500 13.708284 0.604956 -0.796410 0.0964 0.0775 0.0392 0.000000 0.000000
2459816 dish_maintenance 100.00% 0.00% 16.51% 0.00% 100.00% 0.00% 5.038488 2.973374 0.699965 12.969006 11.386278 17.344214 11.549492 -0.691977 0.7509 0.4403 0.6067 0.000000 0.000000
2459815 dish_maintenance 100.00% 0.00% 56.45% 0.00% 100.00% 0.00% 2.708597 6.177977 2.116012 10.351583 7.361038 16.722130 7.795138 -0.305573 0.6143 0.4031 0.4609 0.000000 0.000000
2459814 dish_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 329: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Discontinuties 3.011445 2.686233 -1.760727 -1.154703 -1.200862 -0.483381 -1.109389 3.011445 -0.238477

Antenna 329: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Discontinuties 4.216997 -1.597836 3.401886 -2.309416 -0.473986 -0.114174 -1.024419 0.431173 4.216997

Antenna 329: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Shape 3.478048 -0.417405 3.478048 1.330273 1.000421 -0.803161 -1.111421 -1.103457 -1.143686

Antenna 329: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 9.122492 4.605141 -1.240099 -0.160496 9.122492 1.641251 1.937247 4.531357 0.723621

Antenna 329: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 10.048705 -1.646116 5.805289 10.048705 -0.330932 0.051431 -0.026653 0.055121 2.703458

Antenna 329: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 8.598372 -1.954676 7.216744 8.598372 -0.409341 1.319145 1.557411 0.672711 2.670471

Antenna 329: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 11.259654 -1.305967 5.230109 11.259654 -0.397429 2.305145 2.314974 0.514983 5.181575

Antenna 329: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 11.263112 6.065415 1.119414 -0.177672 11.263112 4.127869 4.873965 2.631232 7.170302

Antenna 329: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Discontinuties 13.115077 3.521872 3.074482 0.595359 12.314401 8.632711 12.515539 7.799323 13.115077

Antenna 329: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 10.728443 4.755437 -0.103502 0.040687 10.728443 2.948699 5.147411 3.040695 5.460149

Antenna 329: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 22.403491 5.307317 -1.212952 0.866974 22.403491 1.076733 0.954591 2.710362 -0.066691

Antenna 329: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 15.902588 -0.945835 5.215834 15.902588 1.732242 2.789660 3.941141 -0.497731 1.582714

Antenna 329: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 14.699536 -1.126234 6.532085 14.699536 1.613122 3.910386 7.202294 -0.602987 1.638720

Antenna 329: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 21.089161 -0.647454 6.777603 21.089161 1.781283 2.000960 2.372582 -0.252757 4.319044

Antenna 329: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 56.184359 7.977899 0.767338 55.208514 56.184359 -0.305193 0.303931 -0.561444 -0.494044

Antenna 329: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 26.813420 -1.061524 6.144188 8.954448 0.763616 1.723581 26.813420 -0.726173 3.104727

Antenna 329: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Shape 2.538329 2.538329 -1.571269 -0.556080 -3.538472 -1.057208 -0.800307 0.422027 -0.381129

Antenna 329: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 79.473887 6.142884 0.636392 35.896561 36.259895 79.473887 -1.275987 0.244141 0.297078

Antenna 329: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Discontinuties 335.283051 69.729985 81.119124 1.212446 2.091473 126.292904 126.346388 335.283051 297.307135

Antenna 329: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Discontinuties 605.614316 21.234155 18.044147 9.010430 8.680826 82.086531 89.437147 605.614316 578.493022

Antenna 329: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 9.992210 -1.401812 8.730326 9.976832 0.322741 6.097704 9.992210 -0.664278 0.648442

Antenna 329: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Discontinuties 2.301236 -0.065684 0.619261 -0.946605 1.601227 0.719507 -0.971907 2.301236 0.428223

Antenna 329: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 16.290062 0.770180 3.241251 16.290062 14.385211 0.857737 -0.280463 6.066386 0.007727

Antenna 329: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Shape 13.136093 13.136093 1.790951 1.190784 8.122777 1.763219 0.654915 1.912595 -1.304542

Antenna 329: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Power 69.392443 2.075052 0.803524 69.392443 66.072483 0.868465 0.444598 -1.568922 -1.546035

Antenna 329: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 13.792375 11.390073 3.367018 1.470715 11.666741 13.792375 12.466961 6.892788 -1.576413

Antenna 329: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Shape 12.015084 0.871071 12.015084 11.721894 0.198617 9.250214 11.887397 -1.094299 8.450069

Antenna 329: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 11.504917 4.320213 5.328772 9.065991 -0.556755 11.504917 9.388607 -3.375385 3.966788

Antenna 329: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 56.204768 9.654673 0.897616 -0.153575 15.109379 56.204768 6.562718 6.551299 0.792854

Antenna 329: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 18.118785 4.014051 10.241725 12.444946 6.570808 13.980944 18.118785 -1.648675 4.954816

Antenna 329: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Shape 10.343006 4.244757 10.343006 9.110174 4.283973 7.556255 9.165721 -0.617443 1.618245

Antenna 329: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 12.399350 8.403583 -1.473544 0.520585 12.399350 5.177096 1.749725 1.368991 -0.518537

Antenna 329: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 14.976074 7.229390 3.229559 10.823108 5.593716 14.976074 7.252207 3.098321 10.743010

Antenna 329: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 11.833602 6.107736 5.856118 4.068322 11.833602 7.527418 11.189347 0.738870 -1.285942

Antenna 329: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 11.909916 7.515213 6.569404 11.909916 5.036788 9.657402 6.747299 -0.413150 1.260001

Antenna 329: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 27.886472 9.615516 2.350214 2.590402 13.631278 27.886472 24.632097 4.065736 -1.027015

Antenna 329: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 13.708284 1.711649 7.101712 0.308489 9.677383 9.254500 13.708284 0.604956 -0.796410

Antenna 329: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 17.344214 2.973374 5.038488 12.969006 0.699965 17.344214 11.386278 -0.691977 11.549492

Antenna 329: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 16.722130 6.177977 2.708597 10.351583 2.116012 16.722130 7.361038 -0.305573 7.795138

Antenna 329: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 329: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: